deeplearning-wisc

CS Research Group led by Prof. Sharon Li

Pinned Repositories

cider
PyTorch implementation of CIDER (How to exploit hyperspherical embeddings for out-of-distribution detection), ICLR 2023
Language:Python54 3 137
dream-ood
source code for NeurIPS'23 paper "Dream the Impossible: Outlier Imagination with Diffusion Models"
Language:Python61 2 223
gradnorm_ood
On the Importance of Gradients for Detecting Distributional Shifts in the Wild
Language:Python53 2 87
knn-ood
Code for ICML 2022 paper "Out-of-distribution Detection with Deep Nearest Neighbors"
Language:Python174 2 2117
large_scale_ood
MOS: Towards Scaling Out-of-distribution Detection for Large Semantic Space
Language:Python88 4 212
MCM
PyTorch implementation of MCM (Delving into out-of-distribution detection with vision-language representations), NeurIPS 2022
Language:Python72 4 189
npos
source code for ICLR'23 paper "Non-parametric Outlier Synthesis"
Language:Python53 3 242
react
Code for NeurIPS 2021 paper "ReAct: Out-of-distribution Detection With Rectified Activations"
Language:Python50 3 108
stud
source code for CVPR'22 paper "Unknown-Aware Object Detection: Learning What You Don’t Know from Videos in the Wild"
Language:Python117 4 2014
vos
source code for ICLR'22 paper "VOS: Learning What You Don’t Know by Virtual Outlier Synthesis"
Language:Python310 8 5554

deeplearning-wisc's Repositories

deeplearning-wisc/vos
source code for ICLR'22 paper "VOS: Learning What You Don’t Know by Virtual Outlier Synthesis"
Language:Python310 8 5554
deeplearning-wisc/knn-ood
Code for ICML 2022 paper "Out-of-distribution Detection with Deep Nearest Neighbors"
Language:Python174 2 2117
deeplearning-wisc/stud
source code for CVPR'22 paper "Unknown-Aware Object Detection: Learning What You Don’t Know from Videos in the Wild"
Language:Python117 4 2014
deeplearning-wisc/MCM
PyTorch implementation of MCM (Delving into out-of-distribution detection with vision-language representations), NeurIPS 2022
Language:Python72 4 189
deeplearning-wisc/dream-ood
source code for NeurIPS'23 paper "Dream the Impossible: Outlier Imagination with Diffusion Models"
Language:Python61 2 223
deeplearning-wisc/cider
PyTorch implementation of CIDER (How to exploit hyperspherical embeddings for out-of-distribution detection), ICLR 2023
Language:Python54 3 137
deeplearning-wisc/gradnorm_ood
On the Importance of Gradients for Detecting Distributional Shifts in the Wild
Language:Python53 2 87
deeplearning-wisc/npos
source code for ICLR'23 paper "Non-parametric Outlier Synthesis"
Language:Python53 3 242
deeplearning-wisc/react
Code for NeurIPS 2021 paper "ReAct: Out-of-distribution Detection With Rectified Activations"
Language:Python50 3 108
deeplearning-wisc/multi-label-ood
Language:Python43 1 66
deeplearning-wisc/dice
Code for ECCV 2022 paper "DICE: Leveraging Sparsification for Out-of-Distribution Detection"
Language:Python39 3 45
deeplearning-wisc/MOOD
Code for CVPR2021 paper: MOOD: Multi-level Out-of-distribution Detection
Language:Python38 2 45
deeplearning-wisc/args
Language:Python35 3 63
deeplearning-wisc/opencon
Code for TMLR 2023 paper "OpenCon: Open-world Contrastive Learning"
Language:Python34 2 43
deeplearning-wisc/siren
source code for NeurIPS'22 paper "SIREN: Shaping Representations for Detecting Out-of-Distribution Objects"
Language:Python32 1 86
deeplearning-wisc/poem
PyTorch implementation of POEM (Out-of-distribution detection with posterior sampling), ICML 2022
Language:Python28 4 42
deeplearning-wisc/vit-spurious-robustness
Language:Python24 2 14
deeplearning-wisc/picle
Official code for ICML 2024 paper on Persona In-Context Learning (PICLe)
Language:Python21 2 01
deeplearning-wisc/Spurious_OOD
Language:Python21 3 26
deeplearning-wisc/haloscope
source code for NeurIPS'24 paper "HaloScope: Harnessing Unlabeled LLM Generations for Hallucination Detection"
Language:Python193
deeplearning-wisc/hypo
Language:Python15 2 50
deeplearning-wisc/NSCL
Code for ICML 2023 paper "When and How Does Known Class Help Discover Unknown Ones? Provable Understandings Through Spectral Analysis"
Language:Python13 2 10
deeplearning-wisc/sal
source code for ICLR'24 paper "How does unlabeled data provably help OOD detection?"
Language:Python11 1 13
deeplearning-wisc/PG-DRO
Official Implementation of AAAI 2023 paper "Distributionally Robust Optimization with Probabilistic Groups"
Language:Python7 1 0
deeplearning-wisc/scone
Language:Python7 1 11
deeplearning-wisc/sorl
Code for NeurIPS 2023 paper "A Graph-Theoretic Framework for Understanding Open-World Semi-Supervised Learning"
Language:Python7 2 2
deeplearning-wisc/id_label
source code for ICML'24 paper "When and how does in-distribution label help out-of-distribution detection?"
Language:Python4 2 1
deeplearning-wisc/ink
Language:Python4 2 11
deeplearning-wisc/SNN
Official Implementation of AAAI 2024 "How to Overcome Curse-of-Dimensionality for OOD Detection?" paper
Language:Python4 1 01
deeplearning-wisc/graph-spectral-ood
[NeurIPS 2024] Official Implementation of "Bridging OOD Generalization and Detection: A Graph-Theoretic View"
Language:Python2